There has been some developments at Apache SAMOA
<
https://samoa.incubator.apache.org/> for a forest of decision trees.
This is not regular Random Forest, but a form of trees that can be
incrementally learned fast. If I recall correctly they also have adaptive
algorithms as well. Here are some resources:
* VHT: Vertical Hoeffding Tree <
https://arxiv.org/pdf/1607.08325.pdf>
* Apache SAMOA <
https://samoa.incubator.apache.org/>
Now I don't know the status of the project nor have I tried them, nor have I
ever tried SAMOA; but this is something that could fit your needs.
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